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| Section | Weight | Objectives |
|---|---|---|
| Working with Data and Performing Simple Analyses | 32.5% | - Data Cleaning and Transformation
|
| Introduction to Data and Data Analysis Concepts | 22.5% | - Data Analysis Process and Workflow
|
| Python Basics for Data Analysis | 32.5% | - Python Fundamentals
|
| Communicating Insights and Reporting | 12.5% | - Data Storytelling and Reporting
|
You are developing a temperature control module for a laboratory incubator. Your objectives are to:
- generate timestamps every 10 minutes over a 3-hour span (i.e., 0 to 180 minutes), and
- simulate five evenly spaced target temperatures between 35.0°C and 37.0°C for system calibration.
Which code snippet correctly produces both sequences using NumPy? Select the best answer.
import numpy as np
Correct Answer: C 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
A government agency collects citizen data for various public services.
What is the primary reason for emphasizing careful data management throughout the entire data lifecycle in this context? Select the best answer.
Correct Answer: A 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
You are writing a function named process_data()to read and process numerical input from a file. The function must:
- read the file data.txt,
- attempt to convert the first line into an integer,
- handle file, conversion, or index-related exceptions,
- print the value only if no error occurs,
- and always print a final message after execution.
Which implementation correctly and robustly meets all these conditions? Select the best answer.



Correct Answer: B 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
You are creating a presentation slide to communicate findings about student stress levels across four categories over a six-month period. You include the following line graph in your presentation:
Your goal is to help your audience clearly understand trends in stress levels over time.
What is the highest problem with this visual presentation? Select the best answer.
Correct Answer: C 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
A student writes a program using input() to collect user data, then tries to add 5 to the input value without conversion. The program crashes. What is the most likely cause of this behavior?
Correct Answer: A 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
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